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The Impact of Voluntary Labeling

Author

Listed:
  • Anita Rao

    (McDonough School of Business, Georgetown University, Washington, District of Columbia 20057)

  • Raluca Ursu

    (Stern School of Business, New York University, New York, New York 10012)

Abstract

Policymakers have mandated food labeling standards, for example, through the Nutrition Labeling and Education Act. However, many claims made by firms are voluntary, such as when they label products as containing “low calories” and “no high-fructose corn syrup (HFCS).” This paper examines whether the use of voluntary labels can help consumers make more informed choices, or if labels lead consumers to ignore other relevant product characteristics, resulting in choices that can be harmful. With theory providing both types of predictions, we empirically analyze firm- and consumer-side behavior, focusing on the specific case of the “no HFCS” label and the corresponding sugar content—an increasingly policy-relevant product characteristic—of such products. We first document common firm practices in the industry across various product categories where the use of the label is prevalent. We then examine consumer search and purchase behavior through an incentive-aligned experiment. We find that products with the “no HFCS” label are less healthy, containing more sugars, than others, and that certain subsets of consumers search less and buy nutritionally worse products in the presence of voluntary labels. Our findings inform both managers and policymakers about whether and how voluntary labels should be displayed.

Suggested Citation

  • Anita Rao & Raluca Ursu, 2025. "The Impact of Voluntary Labeling," Marketing Science, INFORMS, vol. 44(4), pages 874-893, July.
  • Handle: RePEc:inm:ormksc:v:44:y:2025:i:4:p:874-893
    DOI: 10.1287/mksc.2023.0273
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    References listed on IDEAS

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    1. Christopher L. Newman & Scot Burton & J. Craig Andrews & Richard G. Netemeyer & Jeremy Kees, 2018. "Marketers’ use of alternative front-of-package nutrition symbols: An examination of effects on product evaluations," Journal of the Academy of Marketing Science, Springer, vol. 46(3), pages 453-476, May.
    2. Nano Barahona & Cristóbal Otero & Sebastián Otero, 2023. "Equilibrium Effects of Food Labeling Policies," Econometrica, Econometric Society, vol. 91(3), pages 839-868, May.
    3. Jorge Alé-Chilet & Sarah Moshary, 2022. "Beyond Consumer Switching: Supply Responses to Food Packaging and Advertising Regulations," Marketing Science, INFORMS, vol. 41(2), pages 243-270, March.
    4. Fernando Branco & Monic Sun & J. Miguel Villas-Boas, 2012. "Optimal Search for Product Information," Management Science, INFORMS, vol. 58(11), pages 2037-2056, November.
    5. T. Tony Ke & Zuo-Jun Max Shen & J. Miguel Villas-Boas, 2016. "Search for Information on Multiple Products," Management Science, INFORMS, vol. 62(12), pages 3576-3603, December.
    6. Pedro M. Gardete & Megan Hunter, 2024. "Multiattribute Search: Empirical Evidence and Information Design," Marketing Science, INFORMS, vol. 43(5), pages 1052-1080, September.
    7. Liaukonyte, Jura & Streletskaya, Nadia A. & Kaiser, Harry M., 2015. "Noisy Information Signals and Endogenous Preferences for Labeled Attributes," Journal of Agricultural and Resource Economics, Western Agricultural Economics Association, vol. 40(2), pages 1-24, May.
    8. Christine Moorman & Rosellina Ferraro & Joel Huber, 2012. "Unintended Nutrition Consequences: Firm Responses to the Nutrition Labeling and Education Act," Marketing Science, INFORMS, vol. 31(5), pages 717-737, September.
    9. Enax, Laura & Krajbich, Ian & Weber, Bernd, 2016. "Salient nutrition labels increase the integration of health attributes in food decision-making," Judgment and Decision Making, Cambridge University Press, vol. 11(5), pages 460-471, September.
    10. Grossman, Sanford J, 1981. "The Informational Role of Warranties and Private Disclosure about Product Quality," Journal of Law and Economics, University of Chicago Press, vol. 24(3), pages 461-483, December.
    11. Ginger Zhe Jin, 2005. "Competition and Disclosure Incentives: An Empirical Study of HMOs," RAND Journal of Economics, The RAND Corporation, vol. 36(1), pages 93-112, Spring.
    12. Pierre Dubois & Paulo Albuquerque & Olivier Allais & Céline Bonnet & Patrice Bertail & Pierre Combris & Saadi Lahlou & Natalie Rigal & Bernard Ruffieux & Pierre Chandon, 2021. "Effects of front-of-pack labels on the nutritional quality of supermarket food purchases: evidence from a large-scale randomized controlled trial," Journal of the Academy of Marketing Science, Springer, vol. 49(1), pages 119-138, January.
    13. Mathios, Alan D, 2000. "The Impact of Mandatory Disclosure Laws on Product Choices: An Analysis of the Salad Dressing Market," Journal of Law and Economics, University of Chicago Press, vol. 43(2), pages 651-677, October.
    14. Lesley Chiou & Catherine Tucker, 2018. "Fake News and Advertising on Social Media: A Study of the Anti-Vaccination Movement," NBER Working Papers 25223, National Bureau of Economic Research, Inc.
    15. Xavier Gabaix & David Laibson, 2018. "Shrouded attributes, consumer myopia and information suppression in competitive markets," Chapters, in: Victor J. Tremblay & Elizabeth Schroeder & Carol Horton Tremblay (ed.), Handbook of Behavioral Industrial Organization, chapter 3, pages 40-74, Edward Elgar Publishing.
    16. Laura Enax & Ian Krajbich & Bernd Weber, 2016. "Salient nutrition labels increase the integration of health attributes in food decision-making," Judgment and Decision Making, Society for Judgment and Decision Making, vol. 11(5), pages 460-471, September.
    17. Xinyao Kong & Anita Rao, 2021. "Do “Made in USA” Claims Matter?," Marketing Science, INFORMS, vol. 40(4), pages 731-764, July.
    18. Sebastián Araya & Andrés Elberg & Carlos Noton & Daniel Schwartz, 2022. "Identifying Food Labeling Effects on Consumer Behavior," Marketing Science, INFORMS, vol. 41(5), pages 982-1003, September.
    19. Fernando Branco & Monic Sun & J. Miguel Villas-Boas, 2016. "Too Much Information? Information Provision and Search Costs," Marketing Science, INFORMS, vol. 35(4), pages 605-618, July.
    20. Iina Ikonen & Francesca Sotgiu & Aylin Aydinli & Peeter W. J. Verlegh, 2020. "Consumer effects of front-of-package nutrition labeling: an interdisciplinary meta-analysis," Journal of the Academy of Marketing Science, Springer, vol. 48(3), pages 360-383, May.
    21. Ippolito, Pauline M & Mathios, Alan D, 1995. "Information and Advertising: The Case of Fat Consumption in the United States," American Economic Review, American Economic Association, vol. 85(2), pages 91-95, May.
    22. Boyan Jovanovic, 1982. "Truthful Disclosure of Information," Bell Journal of Economics, The RAND Corporation, vol. 13(1), pages 36-44, Spring.
    23. Ginger Zhe Jin & Phillip Leslie, 2003. "The Effect of Information on Product Quality: Evidence from Restaurant Hygiene Grade Cards," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 118(2), pages 409-451.
    24. Paul R. Milgrom, 1981. "Good News and Bad News: Representation Theorems and Applications," Bell Journal of Economics, The RAND Corporation, vol. 12(2), pages 380-391, Autumn.
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